Reinforcement Learning
Diffusers
Safetensors
English
image-quality-assessment
vision-language
image-editing
Instructions to use RobinY99/MR-IQA-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use RobinY99/MR-IQA-2 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("RobinY99/MR-IQA-2", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| { | |
| "schema_version": "mriqa2_actor_editor_sample_v1", | |
| "sample_id": "sample_0001", | |
| "status": "success", | |
| "created_at": "2026-08-10T10:31:29Z", | |
| "code": "https://github.com/RobinY99/MR-IQA-2/blob/main/examples/actor_to_editor.py", | |
| "files": { | |
| "source_image": "../../assets/actor_editor/sample_0001/source.png", | |
| "edited_image": "../../assets/actor_editor/sample_0001/edited.png" | |
| }, | |
| "source": { | |
| "origin": "AI-generated specifically for this public example; no benchmark image is redistributed", | |
| "generation_tool": "OpenAI image generation", | |
| "generation_prompt": "Use case: photorealistic-natural\nAsset type: public model-card source image for a single-step image-quality restoration demo\nPrimary request: Create a realistic but visibly imperfect casual smartphone photograph of a vintage red bicycle leaning against a weathered brick wall, with no people.\nScene/backdrop: quiet outdoor courtyard, simple brick wall and stone pavement, no signs or readable text.\nStyle/medium: candid photorealistic smartphone photo, natural everyday texture rather than polished commercial photography.\nComposition/framing: landscape framing, entire bicycle visible, straightforward eye-level view.\nLighting/mood: flat overcast daylight; slightly underexposed.\nConstraints: intentionally moderate image quality with mild soft focus, a little sensor noise, subdued contrast, and slight compression softness while the bicycle remains recognizable; no watermark, no logos, no text, no border, no collage.", | |
| "published_size": [ | |
| 512, | |
| 336 | |
| ] | |
| }, | |
| "actor": { | |
| "model": "RobinY99/MR-IQA-2", | |
| "subfolder": "actor", | |
| "revision": "402afd29be9eb539d9d6b054a985cb8c49c32bd5", | |
| "checkpoint": "masked-credit E5 Actor, step 1455", | |
| "prompt_version": "vf_reasoning_evidence_solution_rating_v5_20260724", | |
| "schema": "reasoning_evidence_solution_rating", | |
| "enable_thinking": false, | |
| "max_new_tokens": 512, | |
| "max_pixels": 196608, | |
| "seed": 764952063587760, | |
| "raw_completion": "<think>\n\n</think>\n\n{\n \"reasoning\": {\n \"evidence\": \"The image suffers from significant color cast and noise, particularly in the brick wall background and the red bicycle frame, which appear dull and lack vibrancy.\",\n \"solution\": \"Super-resolution to enhance fine details and textures, super-smooth super-structure for clean architecture, super-smooth sky for clear background, super-smooth road for clear pavement, super-smooth bicycle for clean vehicle, super-smooth wall for clean brickwork, super-smooth ground for clear pavement, and super-smooth wheels for clear tires.\"\n },\n \"rating\": 4.3\n}", | |
| "parsed": { | |
| "reasoning": { | |
| "evidence": "The image suffers from significant color cast and noise, particularly in the brick wall background and the red bicycle frame, which appear dull and lack vibrancy.", | |
| "solution": "Super-resolution to enhance fine details and textures, super-smooth super-structure for clean architecture, super-smooth sky for clear background, super-smooth road for clear pavement, super-smooth bicycle for clean vehicle, super-smooth wall for clean brickwork, super-smooth ground for clear pavement, and super-smooth wheels for clear tires." | |
| }, | |
| "rating": 4.3 | |
| } | |
| }, | |
| "editor": { | |
| "model": "RobinY99/MR-IQA-2", | |
| "subfolder": "editor", | |
| "upstream_model": "black-forest-labs/FLUX.2-klein-4B", | |
| "upstream_revision": "e7b7dc27f91deacad38e78976d1f2b499d76a294", | |
| "positive_prompt": "Super-resolution to enhance fine details and textures, super-smooth super-structure for clean architecture, super-smooth sky for clear background, super-smooth road for clear pavement, super-smooth bicycle for clean vehicle, super-smooth wall for clean brickwork, super-smooth ground for clear pavement, and super-smooth wheels for clear tires.", | |
| "solution_forwarded_verbatim": true, | |
| "profile": "eager_4b_bf16", | |
| "seed": 764952063587760, | |
| "steps": 4, | |
| "guidance_scale": 1.0, | |
| "sigmas": [ | |
| 1.0, | |
| 0.75, | |
| 0.5, | |
| 0.25 | |
| ], | |
| "max_sequence_length": 512, | |
| "status": "success", | |
| "runtime_sec": 1.7702304781414568, | |
| "peak_memory_bytes": 16467217408, | |
| "input_size": [ | |
| 512, | |
| 336 | |
| ], | |
| "output_size": [ | |
| 512, | |
| 336 | |
| ], | |
| "size_fixed": false | |
| }, | |
| "judge": { | |
| "run": false | |
| }, | |
| "test_environment": { | |
| "gpu": "NVIDIA RTX A6000", | |
| "actor_torch": "2.11.0+cu130", | |
| "actor_transformers": "5.12.1", | |
| "editor_torch": "2.11.0+cu130", | |
| "editor_diffusers": "0.40.0.dev0" | |
| } | |
| } | |